Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	8359
Missing cells	24088
Missing cells (%)	18.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	128.0 B

Variable types

NUM	9
CAT	7

Warnings

`Name` has a high cardinality: 6231 distinct values	High cardinality
`Publisher` has a high cardinality: 295 distinct values	High cardinality
`User_Score` has a high cardinality: 88 distinct values	High cardinality
`Developer` has a high cardinality: 1126 distinct values	High cardinality
`Global_Sales` is highly correlated with `NA_Sales` and 1 other fields	High correlation
`NA_Sales` is highly correlated with `Global_Sales`	High correlation
`EU_Sales` is highly correlated with `Global_Sales`	High correlation
`Year_of_Release` has 84 (1.0%) missing values	Missing
`Critic_Score` has 4383 (52.4%) missing values	Missing
`Critic_Count` has 4383 (52.4%) missing values	Missing
`User_Score` has 3528 (42.2%) missing values	Missing
`User_Count` has 4660 (55.7%) missing values	Missing
`Developer` has 3489 (41.7%) missing values	Missing
`Rating` has 3561 (42.6%) missing values	Missing
`Other_Sales` is highly skewed (γ1 = 24.74795541)	Skewed
`Name` is uniformly distributed	Uniform
`NA_Sales` has 2311 (27.6%) zeros	Zeros
`EU_Sales` has 3002 (35.9%) zeros	Zeros
`JP_Sales` has 4807 (57.5%) zeros	Zeros
`Other_Sales` has 3218 (38.5%) zeros	Zeros

Reproduction

Analysis started	2020-12-05 17:19:27.274453
Analysis finished	2020-12-05 17:19:56.032107
Duration	28.76 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	6231
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Memory size	65.3 KiB

Ratatouille	9
LEGO Marvel Super Heroes	9
LEGO Jurassic World	8
Lego Batman 3: Beyond Gotham	8
Cars	8
Other values (6226)	8317

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Ratatouille	9	0.1%
LEGO Marvel Super Heroes	9	0.1%
LEGO Jurassic World	8	0.1%
Lego Batman 3: Beyond Gotham	8	0.1%
Cars	8	0.1%
LEGO The Hobbit	8	0.1%
LEGO Harry Potter: Years 5-7	8	0.1%
The LEGO Movie Videogame	8	0.1%
LEGO Star Wars II: The Original Trilogy	7	0.1%
Star Wars The Clone Wars: Republic Heroes	7	0.1%
Other values (6221)	8279	99.0%

Frequencies of value counts

Unique

Unique	5015 ?
Unique (%)	60.0%

Histogram of lengths of the category

Length

Max length	132
Median length	22
Mean length	23.98265343
Min length	2

Platform
Categorical

Distinct	31
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	65.3 KiB

DS	1106
PS2	1104
Wii	645
PS3	643
PSP	642
Other values (26)	4219

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
DS	1106	13.2%
PS2	1104	13.2%
Wii	645	7.7%
PS3	643	7.7%
PSP	642	7.7%
X360	588	7.0%
PS	512	6.1%
GBA	445	5.3%
PC	439	5.3%
XB	371	4.4%
Other values (21)	1864	22.3%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	2.786577342
Min length	2

Year_of_Release
Real number (ℝ_≥0)

MISSING

Distinct	38
Distinct (%)	0.5%
Missing	84
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	2006.393716
Minimum	1980
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Memory size	65.3 KiB

Quantile statistics

Minimum	1980
5-th percentile	1995
Q1	2003
median	2007
Q3	2010
95-th percentile	2015
Maximum	2017
Range	37
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.099620895
Coefficient of variation (CV)	0.003040091706
Kurtosis	2.066641924
Mean	2006.393716
Median Absolute Deviation (MAD)	4
Skewness	-1.100803253
Sum	16602908
Variance	37.20537506
Monotocity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
2008	735	8.8%
2009	696	8.3%
2010	645	7.7%
2007	625	7.5%
2011	555	6.6%
2006	510	6.1%
2005	471	5.6%
2003	419	5.0%
2004	404	4.8%
2002	375	4.5%
Other values (28)	2840	34.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1980	4	< 0.1%
1981	34	0.4%
1982	23	0.3%
1983	14	0.2%
1984	9	0.1%

Value	Count	Frequency (%)
2017	3	< 0.1%
2016	260	3.1%
2015	304	3.6%
2014	284	3.4%
2013	279	3.3%

Genre
Categorical

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	65.3 KiB

Action	1743
Role-Playing	912
Misc	905
Sports	879
Adventure	741
Other values (7)	3179

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Action	1743	20.9%
Role-Playing	912	10.9%
Misc	905	10.8%
Sports	879	10.5%
Adventure	741	8.9%
Shooter	584	7.0%
Platform	565	6.8%
Racing	525	6.3%
Fighting	440	5.3%
Strategy	390	4.7%
Other values (2)	675	8.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	6
Mean length	7.273238426
Min length	4

Publisher
Categorical

HIGH CARDINALITY

Distinct	295
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	65.3 KiB

THQ	715
Nintendo	706
Sony Computer Entertainment	687
Sega	638
Take-Two Interactive	422
Other values (290)	5191

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
THQ	715	8.6%
Nintendo	706	8.4%
Sony Computer Entertainment	687	8.2%
Sega	638	7.6%
Take-Two Interactive	422	5.0%
Capcom	386	4.6%
Atari	367	4.4%
Tecmo Koei	348	4.2%
Warner Bros. Interactive Entertainment	235	2.8%
Square Enix	234	2.8%
Other values (285)	3621	43.3%

Frequencies of value counts

Unique

Unique	93 ?
Unique (%)	1.1%

Histogram of lengths of the category

Length

Max length	38
Median length	10
Mean length	12.83263548
Min length	3

NA_Sales
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	345
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	30.71994258
Minimum	0
Maximum	4136
Zeros	2311
Zeros (%)	27.6%
Memory size	65.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	25
95-th percentile	125
Maximum	4136
Range	4136
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	104.3499353
Coefficient of variation (CV)	3.396814139
Kurtosis	472.0553993
Mean	30.71994258
Median Absolute Deviation (MAD)	8
Skewness	17.0044509
Sum	256788
Variance	10888.909
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2311	27.6%
2	280	3.3%
4	262	3.1%
3	249	3.0%
7	249	3.0%
6	247	3.0%
5	243	2.9%
8	235	2.8%
1	233	2.8%
9	208	2.5%
Other values (335)	3842	46.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2311	27.6%
1	233	2.8%
2	280	3.3%
3	249	3.0%
4	262	3.1%

Value	Count	Frequency (%)
4136	1	< 0.1%
2908	1	< 0.1%
2693	1	< 0.1%
2320	1	< 0.1%
1568	1	< 0.1%

EU_Sales
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	254
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.06771145
Minimum	0
Maximum	2896
Zeros	3002
Zeros (%)	35.9%
Memory size	65.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	12
95-th percentile	67
Maximum	2896
Range	2896
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	60.93694708
Coefficient of variation (CV)	3.792509423
Kurtosis	689.6999538
Mean	16.06771145
Median Absolute Deviation (MAD)	2
Skewness	19.50701852
Sum	134310
Variance	3713.311519
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3002	35.9%
1	697	8.3%
2	617	7.4%
3	425	5.1%
4	329	3.9%
5	275	3.3%
6	210	2.5%
7	175	2.1%
8	157	1.9%
9	130	1.6%
Other values (244)	2342	28.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3002	35.9%
1	697	8.3%
2	617	7.4%
3	425	5.1%
4	329	3.9%

Value	Count	Frequency (%)
2896	1	< 0.1%
1276	1	< 0.1%
1095	1	< 0.1%
1093	1	< 0.1%
919	1	< 0.1%

JP_Sales
Real number (ℝ_≥0)

ZEROS

Distinct	230
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.30888862
Minimum	0
Maximum	1022
Zeros	4807
Zeros (%)	57.5%
Memory size	65.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	53
Maximum	1022
Range	1022
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	41.21591524
Coefficient of variation (CV)	3.644559303
Kurtosis	117.4813734
Mean	11.30888862
Median Absolute Deviation (MAD)	0
Skewness	8.949449848
Sum	94531
Variance	1698.751669
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4807	57.5%
2	398	4.8%
1	370	4.4%
3	281	3.4%
4	216	2.6%
5	171	2.0%
6	161	1.9%
8	128	1.5%
7	125	1.5%
9	88	1.1%
Other values (220)	1614	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4807	57.5%
1	370	4.4%
2	398	4.8%
3	281	3.4%
4	216	2.6%

Value	Count	Frequency (%)
1022	1	< 0.1%
720	1	< 0.1%
681	1	< 0.1%
650	1	< 0.1%
604	1	< 0.1%

Other_Sales
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	122
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.241057543
Minimum	0
Maximum	1057
Zeros	3218
Zeros (%)	38.5%
Memory size	65.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	21
Maximum	1057
Range	1057
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	22.94153141
Coefficient of variation (CV)	4.377271423
Kurtosis	909.5805874
Mean	5.241057543
Median Absolute Deviation (MAD)	1
Skewness	24.74795541
Sum	43810
Variance	526.3138633
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3218	38.5%
1	1691	20.2%
2	812	9.7%
3	473	5.7%
4	340	4.1%
5	251	3.0%
6	201	2.4%
7	183	2.2%
8	127	1.5%
9	90	1.1%
Other values (112)	973	11.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3218	38.5%
1	1691	20.2%
2	812	9.7%
3	473	5.7%
4	340	4.1%

Value	Count	Frequency (%)
1057	1	< 0.1%
844	1	< 0.1%
753	1	< 0.1%
396	1	< 0.1%
329	1	< 0.1%

Global_Sales
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	517
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	63.37181481
Minimum	1
Maximum	8253
Zeros	0
Zeros (%)	0.0%
Memory size	65.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	18
Q3	51
95-th percentile	238.1
Maximum	8253
Range	8252
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	199.3948557
Coefficient of variation (CV)	3.146428051
Kurtosis	432.2219434
Mean	63.37181481
Median Absolute Deviation (MAD)	15
Skewness	15.53653482
Sum	529725
Variance	39758.30849
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	548	6.6%
3	407	4.9%
1	316	3.8%
4	314	3.8%
5	305	3.6%
7	264	3.2%
6	262	3.1%
9	235	2.8%
8	227	2.7%
11	199	2.4%
Other values (507)	5282	63.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	316	3.8%
2	548	6.6%
3	407	4.9%
4	314	3.8%
5	305	3.6%

Value	Count	Frequency (%)
8253	1	< 0.1%
4024	1	< 0.1%
3552	1	< 0.1%
3277	1	< 0.1%
3137	1	< 0.1%

Critic_Score
Real number (ℝ_≥0)

MISSING

Distinct	78
Distinct (%)	2.0%
Missing	4383
Missing (%)	52.4%
Infinite	0
Infinite (%)	0.0%

Mean	69.18762575
Minimum	19
Maximum	98
Zeros	0
Zeros (%)	0.0%
Memory size	65.3 KiB

Quantile statistics

Minimum	19
5-th percentile	43.75
Q1	61
median	71
Q3	79
95-th percentile	89
Maximum	98
Range	79
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	13.75648075
Coefficient of variation (CV)	0.1988286286
Kurtosis	0.09917993453
Mean	69.18762575
Median Absolute Deviation (MAD)	9
Skewness	-0.5712648591
Sum	275090
Variance	189.2407626
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	137	1.6%
70	128	1.5%
80	120	1.4%
69	120	1.4%
74	118	1.4%
73	118	1.4%
72	118	1.4%
75	116	1.4%
68	116	1.4%
66	114	1.4%
Other values (68)	2771	33.1%
(Missing)	4383	52.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19	1	< 0.1%
20	2	< 0.1%
23	1	< 0.1%
24	2	< 0.1%
25	2	< 0.1%

Value	Count	Frequency (%)
98	2	< 0.1%
97	10	0.1%
96	14	0.2%
95	11	0.1%
94	18	0.2%

Critic_Count
Real number (ℝ_≥0)

MISSING

Distinct	105
Distinct (%)	2.6%
Missing	4383
Missing (%)	52.4%
Infinite	0
Infinite (%)	0.0%

Mean	28.53998994
Minimum	4
Maximum	113
Zeros	0
Zeros (%)	0.0%
Memory size	65.3 KiB

Quantile statistics

Minimum	4
5-th percentile	5
Q1	12
median	24
Q3	40
95-th percentile	71
Maximum	113
Range	109
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	20.42759043
Coefficient of variation (CV)	0.7157532456
Kurtosis	0.7323293219
Mean	28.53998994
Median Absolute Deviation (MAD)	13
Skewness	1.068743552
Sum	113475
Variance	417.2864507
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	143	1.7%
5	135	1.6%
12	113	1.4%
17	113	1.4%
7	108	1.3%
6	105	1.3%
9	104	1.2%
10	102	1.2%
8	101	1.2%
18	99	1.2%
Other values (95)	2853	34.1%
(Missing)	4383	52.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	143	1.7%
5	135	1.6%
6	105	1.3%
7	108	1.3%
8	101	1.2%

Value	Count	Frequency (%)
113	1	< 0.1%
107	1	< 0.1%
106	1	< 0.1%
105	1	< 0.1%
104	1	< 0.1%

User_Score
Categorical

HIGH CARDINALITY
MISSING

Distinct	88
Distinct (%)	1.8%
Missing	3528
Missing (%)	42.2%
Memory size	65.3 KiB

tbd	1132
8	165
8.2	160
7.8	155
8.3	137
Other values (83)	3082

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
tbd	1132	13.5%
8	165	2.0%
8.2	160	1.9%
7.8	155	1.9%
8.3	137	1.6%
8.1	136	1.6%
8.5	130	1.6%
7.9	126	1.5%
7.5	122	1.5%
7.4	115	1.4%
Other values (78)	2453	29.3%
(Missing)	3528	42.2%

Frequencies of value counts

Unique

Unique	10 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	2.889699725
Min length	1

User_Count
Real number (ℝ_≥0)

MISSING

Distinct	641
Distinct (%)	17.3%
Missing	4660
Missing (%)	55.7%
Infinite	0
Infinite (%)	0.0%

Mean	180.2625034
Minimum	4
Maximum	9851
Zeros	0
Zeros (%)	0.0%
Memory size	65.3 KiB

Quantile statistics

Minimum	4
5-th percentile	5
Q1	11
median	28
Q3	100
95-th percentile	866.2
Maximum	9851
Range	9847
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	576.9884653
Coefficient of variation (CV)	3.200823546
Kurtosis	94.0185863
Mean	180.2625034
Median Absolute Deviation (MAD)	21
Skewness	8.255115118
Sum	666791
Variance	332915.6891
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	159	1.9%
6	156	1.9%
5	156	1.9%
8	134	1.6%
7	111	1.3%
9	101	1.2%
10	93	1.1%
11	92	1.1%
12	73	0.9%
13	73	0.9%
Other values (631)	2551	30.5%
(Missing)	4660	55.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	159	1.9%
5	156	1.9%
6	156	1.9%
7	111	1.3%
8	134	1.6%

Value	Count	Frequency (%)
9851	1	< 0.1%
9073	1	< 0.1%
8665	1	< 0.1%
8003	1	< 0.1%
7512	1	< 0.1%

Developer
Categorical

HIGH CARDINALITY
MISSING

Distinct	1126
Distinct (%)	23.1%
Missing	3489
Missing (%)	41.7%
Memory size	65.3 KiB

Capcom	123
Visual Concepts	98
TT Games	72
Nintendo	72
THQ	69
Other values (1121)	4436

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Capcom	123	1.5%
Visual Concepts	98	1.2%
TT Games	72	0.9%
Nintendo	72	0.9%
THQ	69	0.8%
Omega Force	66	0.8%
Traveller's Tales	60	0.7%
Yuke's	54	0.6%
High Voltage Software	46	0.6%
Square Enix	46	0.6%
Other values (1116)	4164	49.8%
(Missing)	3489	41.7%

Frequencies of value counts

Unique

Unique	478 ?
Unique (%)	9.8%

Histogram of lengths of the category

Length

Max length	80
Median length	6
Mean length	9.198349085
Min length	2

Rating
Categorical

MISSING

Distinct	8
Distinct (%)	0.2%
Missing	3561
Missing (%)	42.6%
Memory size	65.3 KiB

E	1880
T	1404
M	772
E10+	731
EC	8
Other values (3)	3

Frequencies
Length

Value	Count	Frequency (%)
E	1880	22.5%
T	1404	16.8%
M	772	9.2%
E10+	731	8.7%
EC	8	0.1%
AO	1	< 0.1%
K-A	1	< 0.1%
RP	1	< 0.1%
(Missing)	3561	42.6%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	2.115803326
Min length	1

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
0	LEGO Batman: The Videogame	Wii	NaN	Action	Warner Bros. Interactive Entertainment	180	97	0	28	306	74.0	17.0	7.9	22.0	Traveller's Tales	E10+
1	LEGO Indiana Jones: The Original Adventures	Wii	NaN	Action	LucasArts	151	61	0	21	234	78.0	22.0	6.6	28.0	Traveller's Tales	E10+
2	LEGO Batman: The Videogame	PSP	NaN	Action	Warner Bros. Interactive Entertainment	56	44	0	27	128	73.0	5.0	7.4	10.0	Traveller's Tales	E10+
3	Combat	2600	NaN	Action	Atari	117	7	0	1	125	NaN	NaN	NaN	NaN	NaN	NaN
4	LEGO Harry Potter: Years 5-7	Wii	NaN	Action	Warner Bros. Interactive Entertainment	69	42	0	12	124	76.0	8.0	7.8	13.0	Traveller's Tales	E10+
5	LEGO Harry Potter: Years 5-7	X360	NaN	Action	Warner Bros. Interactive Entertainment	51	37	0	9	97	77.0	35.0	7.9	39.0	Traveller's Tales	E10+
6	Yakuza 4	PS3	NaN	Action	Sega	15	13	63	5	95	78.0	59.0	8	177.0	Ryu ga Gotoku Studios	M
7	LEGO Harry Potter: Years 5-7	PS3	NaN	Action	Warner Bros. Interactive Entertainment	36	41	0	15	91	76.0	27.0	8.3	48.0	Traveller's Tales	E10+
8	The Lord of the Rings: War in the North	X360	NaN	Action	Warner Bros. Interactive Entertainment	52	24	0	8	84	61.0	48.0	7.4	113.0	Snowblind Studios	M
9	The Lord of the Rings: War in the North	PS3	NaN	Action	Warner Bros. Interactive Entertainment	25	42	1	13	82	63.0	33.0	7	100.0	Snowblind Studios	M

Last rows

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
8349	XCOM 2	PS4	2016.0	Strategy	Take-Two Interactive	4	8	0	2	14	88.0	28.0	8	116.0	Firaxis Games	T
8350	Total War: WARHAMMER	PC	2016.0	Strategy	Sega	0	12	0	1	13	86.0	77.0	7.3	556.0	Creative Assembly	T
8351	Culdcept Revolt	3DS	2016.0	Strategy	Nintendo	0	0	6	0	6	NaN	NaN	NaN	NaN	NaN	NaN
8352	Hearts of Iron IV	PC	2016.0	Strategy	Paradox Interactive	0	5	0	0	5	83.0	36.0	6.9	306.0	Paradox Development Studio	NaN
8353	XCOM 2	XOne	2016.0	Strategy	Take-Two Interactive	2	2	0	0	5	87.0	17.0	8.1	40.0	Firaxis Games	T
8354	Stellaris	PC	2016.0	Strategy	Paradox Interactive	0	4	0	0	4	78.0	57.0	8	569.0	Paradox Development Studio	NaN
8355	Total War Attila: Tyrants & Kings	PC	2016.0	Strategy	Koch Media	0	1	0	0	1	NaN	NaN	NaN	NaN	NaN	NaN
8356	Brothers Conflict: Precious Baby	PSV	2017.0	Action	Idea Factory	0	0	1	0	1	NaN	NaN	NaN	NaN	NaN	NaN
8357	Phantasy Star Online 2 Episode 4: Deluxe Package	PS4	2017.0	Role-Playing	Sega	0	0	4	0	4	NaN	NaN	NaN	NaN	NaN	NaN
8358	Phantasy Star Online 2 Episode 4: Deluxe Package	PSV	2017.0	Role-Playing	Sega	0	0	1	0	1	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows